Publications
Conference papers
D. Liang, J. Altosaar, L. Charlin, D. M. Blei, 2016. Factorization Meets the Item Embedding: Regularizing Matrix Factorization with Item Co-occurrence. Proceedings of the 10th ACM Conference on Recommender Systems, 59-66, Boston, Massachusetts, USA – September 15-19, 2016. doi>10.1145/2959100.2959182
D. Liang, L. Charlin, J. Mclnerney, D. M. Blei, 2016. Modeling User Exposure in Recommendation. International World Wide Web Conferences Steering Committee, 951-961. Proceedings of the 25th International Conference on World Wide Web. doi>10.1145/2872427.2883090
L. Charlin, R. Ranganath, J. Mclnerney, D. M. Blei, 2015. Dynamic Poisson Factorization. Proceedings of the 9th ACM Conference on Recommender Systems, 155-162, Vienna, Austria – September 16 – 20, 2015. doi>10.1145/2792838.2800174
Working papers
I. V. Serban, R. Lowe, L. Charlin, J. Pineau, 2016. Generative Deep Neural Networks for Dialogue: A Short Review. arXiv preprint arXiv:1611.06216.
I. V. Serban, A. Sordoni, R. Lowe, L. Charlin, J. Pineau, A. Courville, Y. Bengio, 2016. A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues. arXiv preprint arXiv:1605.06069
R. Lowe, I. V. Serban, M. Noseworthy, L. Charlin, J. Pineau, 2016. On the Evaluation of Dialogue Systems with Next Utterance Classification. arXiv preprint arXiv:1605.05414
C-W. Liu, R. Lowe, I. V. Serban, M. Noseworthy, L. Charlin, J. Pineau, 2016. How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation. arXiv preprint arXiv:1603.08023.
I. V. Serban, R. Lowe, L. Charlin, J. Pineau, 2015. A Survey of Available Corpora For Building Data-Driven Dialogue Systems. arXiv preprint arXiv:1512.05742.